Pith Number

pith:QUC5M5FO

pith:2023:QUC5M5FOSKPWBCXK3JXULR26T7

not attested not anchored not stored refs pending

Adaptive Multi-Agent Deep Reinforcement Learning for Timely Healthcare Interventions

Feng Zhao, Haoran Xie, Hong-Ning Dai, Jianming Yong, Lin Li, Thanveer Shaik, Xiaohui Tao

arxiv:2309.10980 v4 · 2023-09-20 · cs.LG · cs.AI

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{QUC5M5FOSKPWBCXK3JXULR26T7}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

Record completeness

1 Bitcoin timestamp

2 Internet Archive

3 Author claim open · sign in to claim

4 Citations open

5 Replications open

✓ Portable graph bundle live · download bundle · merged state

The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.

Cited by

1 paper in Pith

COTCAgent: Preventive Consultation via Probabilistic Chain-of-Thought Completion

Receipt and verification

First computed	2026-07-05T09:27:19.116423Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8505d674ae929f608aeada6f45c75e9fd3d9df252db8844be45e0f7909ed81ca

Aliases

arxiv: 2309.10980 · arxiv_version: 2309.10980v4 · doi: 10.48550/arxiv.2309.10980 · pith_short_12: QUC5M5FOSKPW · pith_short_16: QUC5M5FOSKPWBCXK · pith_short_8: QUC5M5FO

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/QUC5M5FOSKPWBCXK3JXULR26T7 \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: 8505d674ae929f608aeada6f45c75e9fd3d9df252db8844be45e0f7909ed81ca

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "165679bc5057110eaf0a0ca0d3cb509592ff2c829e2bf60bd6381d9b1820f95c",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-09-20T00:42:08Z",
    "title_canon_sha256": "8d2bd7aefcb31d33aadeeb89f05fea5bd16172ab41d173a890acaa8f6a5a6952"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2309.10980",
    "kind": "arxiv",
    "version": 4
  }
}